SKU/Artículo: AMZ-B0F8W6NHTX
Rust for Machine Learning: Build Fast, Reliable, and Scalable AI Systems with the Power of Systems Programming
Format:
Paperback
Detalles del producto
Disponibilidad:
En stock
En stock
Peso con empaque:
0.53 kg
0.53 kg
Devolución:
Sí
Sí
Condición
Nuevo
Nuevo
Producto de:
Amazon
Amazon
Viaja desde
USA
USA
Sobre este producto
- Rust for Machine Learning: Build Fast, Reliable, and Scalable AI Systems with the Power of Systems ProgrammingIn a world where machine learning applications demand both speed and reliability, Rust has emerged as a compelling alternative to traditional data science languages. This book is your complete guide to building machine learning systems in Rust—from foundational data processing and classical ML to GPU-accelerated deep learning and scalable model deployment.Whether you're a backend engineer looking to introduce AI into your infrastructure, a systems programmer interested in high-performance computation, or a Python-based ML developer exploring alternatives, this book will equip you with the tools and patterns needed to apply Rust to real-world machine learning tasks—without compromising on speed, safety, or maintainability.You’ll learn how to:Harness Rust’s memory safety and zero-cost abstractions for ML applicationsUse crates like linfa, burn, ndarray, and tract to build full ML pipelinesPreprocess and transform structured and streaming data efficiently Train and evaluate classical models like logistic regression, KMeans, and PCABuild and deploy deep neural networks with burn, and run ONNX models with tractUse Python bindings (pyo3, maturin) for cross-language integrationServe inference APIs with axum, actix-web, and async pipelines powered by tokioDeploy scalable, observable systems in cloud and edge environmentsEach chapter includes detailed code examples, practical use cases, and modern architectural techniques tailored for building ML systems that run fast and never silently fail. You’ll move beyond notebooks and into production-grade Rust applications that scale, log, recover, and outperform.If you’re ready to move past brittle scripts and toward reliable, fast, and secure machine learning infrastructure—this book is for you.Learn by building real systems, not just playing with toy datasets.Master the Rust ecosystem for data science, ML, and AI development.Build solutions that are reproducible, memory-safe, and performance-tuned.Start building machine learning systems that don’t break at scale— Harness the full power of Rust for AI today.
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AR$60.311
44% OFF
AR$33.503
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